{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 参数设置\n",
    "min_amount = 10000  # 总金额最低为 1 万\n",
    "holding_days = 1  # 持有天数设为 7 天\n",
    "commission_rate = base_sell_rate_var = 1.2 / 10000  # 佣金率：每万元2.3元，即2.3/10000\n",
    "# base_sell_rate_var = 0.0235  # 赎回费率（假设默认持有7天），这里假设赎回费率和买入费率相同\n",
    "management_fee_rate = 0.005  # 年管理费率：0.5%\n",
    "custody_fee_rate = 0.001  # 年托管费率：0.1%\n",
    "min_buy_fee = 5  # 最低购买费用\n",
    "\n",
    "def commission_fee(amount, commission_rate=commission_rate):\n",
    "    \"\"\"计算买入和赎回的佣金费用\"\"\"\n",
    "    return amount * commission_rate\n",
    "\n",
    "def sell_fee_rate(amount, base_sell_rate=base_sell_rate_var):\n",
    "    \"\"\"计算赎回费用\"\"\"\n",
    "    return amount * base_sell_rate \n",
    "\n",
    "def management_fee(amount, management_fee_rate=management_fee_rate, days=holding_days):\n",
    "    \"\"\"计算管理费用，假设持有一定天数\"\"\"\n",
    "    return amount * management_fee_rate * (days / 365)\n",
    "\n",
    "def custody_fee(amount, custody_fee_rate=custody_fee_rate, days=holding_days):\n",
    "    \"\"\"计算托管费用，假设持有一定天数\"\"\"\n",
    "    return amount * custody_fee_rate * (days / 365)\n",
    "\n",
    "# 生成数据\n",
    "amounts = np.linspace(min_amount, 50000, 25000)  # 购买金额范围 1 万 到 2.5 万\n",
    "\n",
    "\n",
    "# 计算买入费用和卖出费用\n",
    "buy_commission_fees = commission_fee(amounts)\n",
    "sell_commission_fees = commission_fee(amounts)\n",
    "\n",
    "# 计算管理费用和托管费用\n",
    "management_fees = management_fee(amounts, days=holding_days)\n",
    "custody_fees = custody_fee(amounts, days=holding_days)\n",
    "\n",
    "# 计算总费用：\n",
    "# 买入时费用 = 买入佣金\n",
    "# 卖出时费用 = 卖出佣金 + 管理费 + 托管费\n",
    "buy_total_fees = buy_commission_fees\n",
    "sell_total_fees = sell_commission_fees\n",
    "\n",
    "# 对于买入卖出费用，设置最低费用为 5 元\n",
    "buy_total_fees_with_min = np.maximum(buy_total_fees, min_buy_fee)\n",
    "sell_total_fees_with_min = np.maximum(sell_total_fees, min_buy_fee) + management_fees + custody_fees\n",
    "\n",
    "# 计算买入费用和卖出费用的占比\n",
    "buy_total_fees_ratio = buy_total_fees_with_min / amounts\n",
    "sell_total_fees_ratio = sell_total_fees_with_min / amounts\n",
    "\n",
    "# 计算总费用占比：买入费用 + 卖出费用\n",
    "total_fees_ratio = (buy_total_fees_with_min + sell_total_fees) / amounts\n",
    "\n",
    "# 计算斜率\n",
    "def calculate_slope(y, x):\n",
    "    \"\"\"计算y相对于x的导数（斜率）\"\"\"\n",
    "    return np.gradient(y, x)\n",
    "\n",
    "buy_slope = calculate_slope(buy_total_fees_ratio, amounts)\n",
    "sell_slope = calculate_slope(sell_total_fees_ratio, amounts)\n",
    "total_slope = calculate_slope(total_fees_ratio, amounts)\n",
    "\n",
    "# 查找斜率变为0的第一个点\n",
    "def find_first_zero_slope(slope, amounts, threshold=0):\n",
    "    \"\"\"查找斜率变为0的第一个点\"\"\"\n",
    "    for i in range(len(slope)):\n",
    "        if abs(slope[i]) == threshold:\n",
    "            return i\n",
    "    return None\n",
    "\n",
    "# 找到每条曲线斜率变为0的第一个点\n",
    "zero_slope_buy_point = find_first_zero_slope(buy_slope, amounts)\n",
    "zero_slope_sell_point = find_first_zero_slope(sell_slope, amounts)\n",
    "zero_slope_total_point = find_first_zero_slope(total_slope, amounts)\n",
    "\n",
    "# 绘图\n",
    "fig, ax1 = plt.subplots(figsize=(8, 6))\n",
    "\n",
    "# 绘制买入费用、卖出费用、最低购买费用占比、以及买入+卖出费用的占比\n",
    "ax1.plot(amounts, buy_total_fees_ratio, label=\"买入费用占比\", color=\"b\")\n",
    "ax1.plot(amounts, sell_total_fees_ratio, label=\"卖出费用占比\", color=\"r\")\n",
    "ax1.plot(amounts, np.maximum(buy_total_fees, min_buy_fee) / amounts, label=\"最低购买费用占比\", color=\"g\", linestyle='--')\n",
    "ax1.plot(amounts, total_fees_ratio, label=\"总费用占比 (买入+卖出)\", color=\"orange\", linestyle='-.')\n",
    "\n",
    "# 标注斜率变为0的第一个点，并在x轴上显示对应的值\n",
    "if zero_slope_buy_point is not None:\n",
    "    ax1.axvline(x=amounts[zero_slope_buy_point], color='b', linestyle=':', alpha=0.5)\n",
    "    ax1.text(amounts[zero_slope_buy_point], ax1.get_ylim()[0], \n",
    "             f'{amounts[zero_slope_buy_point]:.0f}', color='b', fontsize=10, \n",
    "             verticalalignment='bottom', horizontalalignment='center')\n",
    "\n",
    "if zero_slope_sell_point is not None:\n",
    "    ax1.axvline(x=amounts[zero_slope_sell_point], color='r', linestyle=':', alpha=0.5)\n",
    "    ax1.text(amounts[zero_slope_sell_point], ax1.get_ylim()[0], \n",
    "             f'{amounts[zero_slope_sell_point]:.0f}', color='r', fontsize=10, \n",
    "             verticalalignment='bottom', horizontalalignment='center')\n",
    "\n",
    "if zero_slope_total_point is not None:\n",
    "    ax1.axvline(x=amounts[zero_slope_total_point], color='orange', linestyle=':', alpha=0.5)\n",
    "    ax1.text(amounts[zero_slope_total_point], ax1.get_ylim()[0], \n",
    "             f'{amounts[zero_slope_total_point]:.0f}', color='orange', fontsize=10, \n",
    "             verticalalignment='bottom', horizontalalignment='center')\n",
    "\n",
    "# 设置标题和标签\n",
    "ax1.set_xlabel(\"购买金额 (元)\")\n",
    "ax1.set_ylabel(\"费用占比\")\n",
    "ax1.set_title(\"买入、卖出费用与最低购买费用占比及总费用占比随购买金额变化\")\n",
    "ax1.grid()\n",
    "ax1.legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
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